{"id":"W4319302544","doi":"10.1007/978-3-031-22524-6_47","title":"Effect of the Vibratory Peening Parameters on Surface Properties of Ti-6Al-4 V","year":2023,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Peening; Materials science; Shot peening; Surface roughness; Profilometer; Residual stress; Surface finish; Metallurgy; Laser peening; Hardness; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006261067,0.0007383394,0.001326581,0.00008731637,0.0001245868,0.0000846444,0.0005130646,0.0003120255,0.0001577946],"category_scores_gemma":[0.00003300898,0.0003732461,0.0003440761,0.00007748976,0.0004085123,0.0001299632,0.0001756082,0.0002087425,0.00008110799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004241977,"about_ca_system_score_gemma":0.00002754208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001263433,"about_ca_topic_score_gemma":0.00005142572,"domain_scores_codex":[0.9977813,0.0002677316,0.0007604812,0.0003192169,0.0005157763,0.0003554648],"domain_scores_gemma":[0.9984487,0.0002882125,0.0003833713,0.0007733902,0.00005982016,0.00004652356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003590136,0.00001481131,0.00002188421,0.002084783,0.001406506,0.00001227421,0.000459069,0.01728108,0.9762788,0.0006911972,0.00116816,0.0002223789],"study_design_scores_gemma":[0.0002885993,0.0003038869,0.00003676615,0.001003253,0.0004704841,0.000004986111,0.00003986649,0.00001661339,0.9950227,0.0001723311,0.002252263,0.0003882506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852332,0.002496365,6.828058e-7,0.0000507311,0.002223886,0.001009774,0.000335347,0.0002798041,0.00837023],"genre_scores_gemma":[0.8404146,0.0005721591,0.00003919003,0.000011835,0.0001254131,0.00005729662,0.00003908308,0.0002458954,0.1584945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501242,"threshold_uncertainty_score":0.999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156291386417402,"score_gpt":0.20699489876041,"score_spread":0.1854319848962359,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}